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ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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Large Language Model Embeddings from SNOMED CT

Authors: Castell Díaz, Javier; Kelleher, John D.; Fernández Breis, Jesualdo Tomás; Martínez Costa, Catalina;

Large Language Model Embeddings from SNOMED CT

Abstract

Embeddings for SNOMED CT concepts produced by Large Language Models (LLMs). Each NPZ file encodes a dictionary, which links the ID of a SNOMED CT concept to its corresponding embedding. The embeddings from the LLMs were obtained using the method described in LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders (https://arxiv.org/abs/2404.05961) by prompting the model using the Fully-Specified Name of the concept. File llm2vec_llama3_sct_dict.npz contains the embeddings extracted using Meta-Llama-3-8B-Instruct-mntp, whereas llm2vec_mistral7B_sct_dict.npz contains the embeddings generated using Mistral-7B-Instruct-v2-mntp. These embeddings were generated and studied in the paper Assessing the Effectiveness of Embedding Methods in Capturing Clinical Information from SNOMED CT () and more information can also be found in the following repository: https://github.com/JavierCastellD/AssessingSNOMEDEmbeddings.

Related Organizations
Keywords

word embeddings, LLM, snomed ct, large language model embeddings, embeddings

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average